{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#本章需导入的模块\n",
    "import numpy as np\n",
    "from numpy import random,math\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import warnings\n",
    "warnings.filterwarnings(action = 'ignore')\n",
    "%matplotlib inline\n",
    "plt.rcParams['font.sans-serif']=['SimHei']  #解决中文显示乱码问题\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "from sklearn.datasets import make_classification,make_circles,make_regression\n",
    "from sklearn.model_selection import train_test_split,KFold\n",
    "import sklearn.neural_network as net\n",
    "import sklearn.linear_model as LM\n",
    "from scipy.stats import multivariate_normal\n",
    "from sklearn.metrics import r2_score,mean_squared_error,classification_report\n",
    "from sklearn import svm\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MPG</th>\n",
       "      <th>cylinders</th>\n",
       "      <th>displacement</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>weight</th>\n",
       "      <th>acceleration</th>\n",
       "      <th>carname</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>307.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>3504</td>\n",
       "      <td>12.0</td>\n",
       "      <td>chevrolet chevelle malibu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8</td>\n",
       "      <td>350.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>3693</td>\n",
       "      <td>11.5</td>\n",
       "      <td>buick skylark 320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>318.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3436</td>\n",
       "      <td>11.0</td>\n",
       "      <td>plymouth satellite</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>16.0</td>\n",
       "      <td>8</td>\n",
       "      <td>304.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3433</td>\n",
       "      <td>12.0</td>\n",
       "      <td>amc rebel sst</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>17.0</td>\n",
       "      <td>8</td>\n",
       "      <td>302.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>3449</td>\n",
       "      <td>10.5</td>\n",
       "      <td>ford torino</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    MPG  cylinders  displacement  horsepower  weight  acceleration  \\\n",
       "0  18.0          8         307.0       130.0    3504          12.0   \n",
       "1  15.0          8         350.0       165.0    3693          11.5   \n",
       "2  18.0          8         318.0       150.0    3436          11.0   \n",
       "3  16.0          8         304.0       150.0    3433          12.0   \n",
       "4  17.0          8         302.0       140.0    3449          10.5   \n",
       "\n",
       "                     carname  \n",
       "0  chevrolet chevelle malibu  \n",
       "1          buick skylark 320  \n",
       "2         plymouth satellite  \n",
       "3              amc rebel sst  \n",
       "4                ford torino  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=pd.read_csv('汽车MPG.csv')\n",
    "data=data.dropna()\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X=data[['weight','horsepower']]  \n",
    "X0=[[X.max()[0],X.max()[1]]]\n",
    "Y0=data['MPG'].mean()\n",
    "modelLM=LM.LinearRegression()\n",
    "modelSVR=svm.SVR(C=1000,epsilon=0.01)\n",
    "yhat1=[]\n",
    "yhat2=[]\n",
    "fig,axes=plt.subplots(nrows=2,ncols=2,figsize=(12,10))\n",
    "kf = KFold(n_splits=2,shuffle=True,random_state=123)  # K折交叉验证法\n",
    "H=0\n",
    "for train_index, test_index in kf.split(X): \n",
    "    sample=data.iloc[train_index,]    \n",
    "    X=sample[['weight','horsepower']]\n",
    "    #Y=sample['MPG'].map(lambda x:math.log(x))\n",
    "    Y=sample['MPG']\n",
    "    modelLM.fit(X,Y)\n",
    "    modelSVR.fit(X,Y)\n",
    "    yhat1.append(modelLM.predict(X0))\n",
    "    yhat2.append(modelSVR.predict(X0))\n",
    "    \n",
    "    axes[H,0].scatter(sample['weight'],sample['MPG'],s=20,label=\"训练点\")\n",
    "    axes[H,0].set_title(\"MPG与自重(训练集%d)\"%(H+1))\n",
    "    axes[H,0].set_xlabel(\"自重\")\n",
    "    axes[H,0].set_ylabel(\"MPG\")\n",
    "    axes[H,0].scatter(X0[0][0],Y0,c='r',s=40,marker='*',label=\"新数据点\")\n",
    "    axes[H,0].legend()\n",
    "    \n",
    "    axes[H,1].scatter(sample['weight'],modelLM.predict(X),s=15,marker='*',c='orange',label=\"线性回归预测\")\n",
    "    axes[H,1].scatter(sample['weight'],modelSVR.predict(X),s=15,marker='o',c='blue',label=\"SVR预测\")\n",
    "    axes[H,1].set_title(\"MPG与自重(训练集%d)\"%(H+1))\n",
    "    axes[H,1].set_xlabel(\"自重\")\n",
    "    axes[H,1].set_ylabel(\"MPG\")\n",
    "    axes[H,1].scatter(X0[0][0],modelLM.predict(X0),c='r',s=40,marker='<',label=\"新数据点的线性回归预测\")\n",
    "    axes[H,1].scatter(X0[0][0],modelSVR.predict(X0),c='r',s=40,marker='>',label=\"新数据点的SVR预测\")  \n",
    "    axes[H,1].legend()\n",
    "    H+=1     \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测均值:线性回归=4.783981;SVR=23.303425)\n",
      "预测方差:线性回归=1.193018;SVR=0.003944)\n"
     ]
    }
   ],
   "source": [
    "print(\"预测均值:线性回归=%f;SVR=%f)\"%(np.mean(yhat1),np.mean(yhat2)))\n",
    "print(\"预测方差:线性回归=%f;SVR=%f)\"%(np.var(yhat1),np.var(yhat2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
